01Backward data flow tracing to isolate the origin of logic errors in deep call stacks
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03Diagnostic instrumentation patterns for tracing data across multi-layer systems (CI/CD, API, DB)
04Architectural sanity checks that trigger after three failed fix attempts to prevent thrashing
05Mandatory Root Cause Investigation phase that prohibits fixes until the source is identified
06Test-driven implementation requiring a failing reproduction case before any patch is applied